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A Humanoid Robot Acquired Expressions From YouTube, And The Outcomes Are Frightening

Columbia University researchers released a study in January 2026 that outlines their approaches to enhancing a humanoid robot’s appearance and sound to be more human-like. By exposing the robot to YouTube videos, it acquired mastery over facial expressions and lip movements, accurately simulating various languages and accents. The footage of the robot is disconcerting, as it adeptly replicates human speech patterns.

Hod Lipson, Professor of Innovation at Columbia’s Creative Machines Lab, states that the absence of lip movements differentiates humanoid robots from genuine human interaction. Although certain firms have crafted convincing humanoid robots, they still fall short in replicating human-like facial characteristics. The research team designed a robot equipped with a realistic face and 26 facial motors, enabling it to reproduce speech by observing its own reflection and YouTube clips. This technique circumvented the “uncanny valley” phenomenon, where robots elicit discomfort due to their nearly human-like actions.

Lipsync represents the next frontier for humanoid robots

In a conversation, half the attention of an individual is centered on lip movement. By employing the Vision-to-Action (VLA) language model, the robot was able to learn to imitate human speech by observing itself and replicating YouTube videos. Although it faced challenges with certain phonetics, the outcomes are remarkable. Yuhang Hu, the lead of the study, mentioned that merging lip sync with conversational AI such as ChatGPT adds richness to human-robot relationships. The robot’s capacity to copy detailed facial gestures fosters an emotional connection.

Robotic facial expressions matter

While companies have excelled at perfecting robots’ physical capabilities, Lipson underscores the significance of facial expressions in human engagement. Advancing robotic responses will be vital across various fields like entertainment, education, healthcare, and senior care. Lipson asserts that humanoid robots must feature appropriate facial movements to avert being viewed as uncanny. The study reveals a new horizon for humanoid robots, implying that future iterations may closely imitate humans. Nevertheless, the market must navigate this endeavor cautiously due to the debates surrounding human-robot interactions.

an iPhone or iPad. Additionally, you’ll need to undergo a credit evaluation when applying for your Apple Card. Prior to submitting an application for the Apple Card, it’s crucial to comprehend the cash back benefits and determine if including the Apple Card in your digital and physical wallets is worthwhile. Staying informed about cash back offers can also enhance your experience with the Apple Card.

The Apple Card can be added to Apple Wallet and configured to facilitate Apple Pay transactions. This is essential to maximize the higher cash back categories (3% and 2% Daily Cash), which provide a return that rivals or surpasses similar deals from other providers. Not utilizing the Apple Card through Apple Pay, or opting for the physical card or manually entering the card number instead of using Apple Pay, will reduce the cash back rate to 1%.

It’s also vital to remember that there’s no cap on the cash back you can earn. Thus, the greater your expenditures, the higher your cash back will be. You won’t need to wait for the funds either, as the cash is credited daily.

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issued an update to the “Covered Equipment or Services” list, encompassing all equipment currently prohibited from purchase in the United States. The latest addition to this list now encompasses all consumer-grade “routers manufactured in a foreign country.” The specific routers included are never detailed, meaning that even if a company is headquartered in the United States, if its manufacturing occurs outside U.S. borders, its products will no longer be available for purchase by Americans nationwide.

This action is part of an ongoing strategy by the U.S. government aimed at regulating the integration of foreign products, particularly electronics, within the United States. Just last year, the FCC sought to prohibit a well-known drone manufacturer from selling new products in the U.S. Additionally, a few years back, a prominent international electronics firm, Huawei, was also barred from selling its products in the U.S. after being placed on the Cover List.

However, with the FCC prohibiting all “foreign” routers, what precisely does this imply? To start, it indicates that any router produced outside of the U.S. that is not already being sold will not be introduced in the U.S. There exists a workaround, as items on the Cover List can receive what the FCC terms “Conditional Approval,” which essentially necessitates the company to be endorsed as not posing a national security threat.

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Following a Bloomberg article suggesting that Apple may soon begin incorporating advertisements into its Maps service, the company announced today that ads will be integrated into Apple Maps this summer in the U.S. and Canada. Despite this “feature” not yet being officially launched, users of Apple Maps have taken to social media to express their dissatisfaction about it.

“Seeing Apple include ads in Maps is amusing. Search for ‘coffee’ and the top result goes to whoever paid the highest amount to be there,” wrote a user on X. “The company valued at $3.7T supposedly needs more income from you looking for a flat white.” Another user questions: “Imagine you’re driving with Apple Maps for navigation, and an ad appears that stays for over a minute, causing you to miss your turn or a flyover.”

This announcement follows closely behind Google’s introduction of a complete overhaul of its Maps experience, designed not only for quicker navigation for drivers but also to provide tailored suggestions, powered by Gemini, when you’re searching for a new coffee spot, planning a trip, or making a dinner reservation with friends.

Here’s what ads on Apple Maps will entail

Ads on Apple Maps will be a part of the new Apple Business platform aimed at businesses of all scales. This platform integrates mobile device management, business email, calendar services, and ad management capabilities. Similar to the App Store, Apple Maps will allow business accounts to create ads on Maps starting this summer.

The company indicates that ads will appear at the top of search results for users in the U.S. and Canada based on relevance, supplemented by a new “Suggested Places” tab that will provide recommendations according to location, users’ recent searches, and additional criteria. Unlike Google, however, Apple asserts that its ads are governed by a “privacy-first approach to advertising,” meaning that users’ locations and the ads they engage with are not linked to their Apple Accounts, and their personal data remains on their device, preventing both Apple and third-party vendors from collecting that information. Furthermore, the company states that individuals under 13 years of age will not receive ads, and this new initiative will not disrupt navigation routes or general recommendations.

Prior to the launch of ads on Apple Maps, Apple Business members must claim their locations on Maps starting this April, after which they can seamlessly create ads using the platform.

Apple aims to boost revenue via ads

Although the company has already amassed $100 billion in service revenue, it reportedly generates around $8.5 billion from advertisements, as per Emarketer. With this further initiative in that segment, the company stands to earn even more, as ads will be placed not only in various sections of the App Store but also on Apple Podcasts, Apple TV under the Major League Soccer subscription package, and now Apple Maps. Bloomberg notes that Apple plans to increase ad sales within its News app as well.

In addition to this effort, the company revealed it will phase out Apple Business Essentials, Apple Business Manager, and Apple Business Connect once it unveils the new Business platform. The company states that those involved with the Connect experience will have their claimed locations, place card data, photos, organizational details, and more smoothly transitioned to the new Apple Business experience. The service will be free for new and existing users of the previous platforms, and it remains uncertain when the company might extend ad availability in Apple Maps to regions beyond the U.S. and Canada.

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new and exciting devices to incorporate into your collection.

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